Data science projects with python : a case study approach to gaining valuable insights from real data with machine learning / Stephen Klosterman
Material type:
TextPublication details: United Kingdom : Packt Publishing, c2021. Edition: 2nd edDescription: vii, 404 p. : ill. ; 24 cmISBN: 9781800564480DDC classification: 006.33 KLO
| Item type | Current library | Home library | Call number | Status | Date due | Barcode | Item holds |
|---|---|---|---|---|---|---|---|
English Lending
|
Villa College Library | Villa College Library | 006.33 KLO (Browse shelf(Opens below)) | Available | 18007 | ||
English Lending
|
Villa College Library | Villa College Library | 006.33 KLO (Browse shelf(Opens below)) | Available | 18008 |
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Contents includes:
1. Data exploration and cleaning
2. Introduction to Scikit-Learn and model evaluation
3. Details of logistic regression and feature exploration
4. The bias-variance trade off
5. Decision trees and random forests
6. Gradient boosting, XGBoost, and SHAP Values
7. Test set analysis, financial insights, and delivery to client
Includes index
English Lending
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